Beby Valderrama

Beby Valderrama

@BebyValderrama

100% panameño

Panamá Joined 2011-04-24 Date of Analysis: Dec 16, 2025

67,065

Followers

4,188

Following

45,701

Tweets

478.2

Avg Engagement

151

Listed

No

Verified

Account Overview

What This Report Covers

This comprehensive analysis examines @BebyValderrama's Twitter/X presence across multiple dimensions. We analyze tweet content, engagement patterns, audience demographics, posting habits, and network connections to provide actionable insights about this account's social media strategy and influence.

Account Classification

  • Account Size: Mid-Tier (10K+)
  • Account Age:2011-04-24
  • Verification:No
  • Location:Panamá

Data Summary

  • Tweets Analyzed:3,242
  • Avg Likes per Tweet:2.6
  • Avg Retweets per Tweet:475.6
  • Followers Analyzed:10,000

Engagement Analysis

Based on 3,242 tweets

Her tweets receive moderate engagement, with an average of 107 likes and 22 retweets. The engagement appears to be consistent across her content.

2.6

Avg Likes/Tweet

475.6

Avg Retweets/Tweet

8,477

Total Likes

1,541,845

Total Retweets

Engagement Quality Analysis

Median-based metrics that resist fake virality and outliers.

0

Median Likes

3

Median Retweets

66

75th Percentile

114,044

Top Tweet

7.13

Engagement per 1K Followers

Normalized influence metric

Viral Spikes

Engagement Pattern

Few posts get most engagement

Posting Behavior

Content style and format preferences

Curator

Amplifies others content frequently

29.4%

Original

7.9%

Replies

59.8%

Retweets

2.9%

Quotes

0.0%

Threads

0.0%

With Media

46.3%

With Links

25.4%

With #Tags

72.2%

With @Mentions

14.0%

With Emojis

158

Avg Length

Audience Reaction Profile

Broadcast

Focuses on original content over replies

0.27

Reply/Original Ratio

0.05

Quote/RT Ratio

Posting Rhythm

Highly Bursty

Posts in concentrated bursts

71.8%

Weekday Posts

28.2%

Weekend Posts

Top Hashtags

#aries (448) #horoscoponegro (59) #horoscopodiario (15) #panamá (14) #themasters (10) #treporta (10) #tbt (8) #fibawc (5) #noticiastvn (5) #panama (5)

Most Mentioned

@aries_hn (443) @mami_valde (273) @katleenlevyg (51) @panamenistas (49) @weiasecas (49) @abdielsandoyab (43) @signoariesrd (40) @edwinaparicio21 (40) @luisabinader (39) @limyueng (37)

Want This Report as PDF?

We're building PDF export for these analytics reports. Register your interest to get early access.

Register Interest

Content Strategy Analysis

Based on 3,242 tweets

Content Type Distribution

Content Breakdown

Original Tweets 952 (29%)
Replies 256 (8%)
Retweets 1,940 (60%)
Quote Tweets 94 (3%)

What This Reveals About Their Strategy

This is a content-creator focused account that primarily shares original thoughts, ideas, and media. With original content dominating their feed, they position themselves as a source of new information rather than a curator. This strategy works well for establishing thought leadership.

The 1,940 retweets (60% of activity) show they also amplify content from others, which helps build relationships with other accounts and provides value to followers by surfacing relevant content.

Posting Patterns & Optimal Timing

Based on 3,242 tweets

Engagement by Hour (UTC)

Posting Frequency Over Time

Timing Insights

Understanding when an account posts and when their audience is most responsive provides valuable competitive intelligence. The charts above show when this account's content receives the most engagement, which often correlates with when their specific audience is most active on the platform.

Peak posting times vary significantly based on an account's audience demographics, timezone distribution, and content type. Accounts with global audiences often see engagement spread across multiple time windows, while those with regional focus may have more concentrated peaks.

Audience Demographics

Based on 10,000 followers

Her followers are likely interested in politics, national pride, and social issues. They may be Panamanians or individuals who follow Panamanian news and public figures.

Average

Audience Quality

30.0%

Suspicion Index

38.3%

Low-Quality %

11

Median Reach

Audience Quality Signals

Lower percentages indicate healthier, more authentic followers.

46.0%

Empty Bio

44.5%

<10 Tweets

4.8%

Mass Following (>2K)

0.0%

New (<90 days)

63.5%

Low Ratio (<0.1)

0.0%

New (<180 days)

94.5%

No URL

30.5%

<3 Tweets

Free Mode Analysis: These quality metrics use heuristic signals (empty bios, low tweets, suspicious ratios). For ML-powered bot detection with 95%+ accuracy, use our dedicated tool.

Try Bot Detector

Follower Reach & Influence

This account's followers have their own audiences, creating potential for secondary amplification.

22,270,927

Total Potential Reach

11

Median Follower Reach

52

75th Percentile Reach

2.9%

>1K followers

0.5%

>10K followers

0.2%

>50K followers

0.1%

>100K followers

Creator vs Consumer Split

Classification based on tweet activity: Creators (>100 tweets), Consumers (10-100 tweets), Dormant (<10 tweets).

30.9%

Creators

3,085 accounts

24.7%

Consumers

2,470 accounts

44.5%

Dormant

4,445 accounts

26

Verified Followers

0.26% of total

2.8%

Professional Bios

founder, dev, analyst, etc.

0.06

Median Follow Ratio

follower/following

Follower Influence Distribution

How many followers do their followers have?

Follower Account Age

How long have followers been on Twitter?

Geographic Distribution

Top locations where followers are based (from those who share location data):

Panama (1,133) Panamá (675) panama (38) Ciudad de Panamá (22) PANAMA (14) Panama City (13) Panama City, FL (13) Chiriqui (11) República de Panamá (11) Colombia (8)

26

Verified Followers

0.26% of total

536

Protected Accounts

5.36% of total

5 years

Avg Account Age

of their followers

Notable Followers (By Influence)

Top accounts following this user, sorted by their follower count:

Username Followers Profession Interests
@JohnCena 14,071,307 Wrestler Wrestling, Motivation, Self-promotion
@VickyDavilaH 3,704,641 Journalist News, Journalism, Broadcasting
@JC_Varela 540,405 Politician politics, leadership, Panama
@daloes10 349,720 Politician Family, Socialdemocracy, Leadership
@drissawaked 265,945 Physician Health education, Coronavirus, Medical specialist
@memobarba 227,736 Economista Oro, Bitcoin, Libertad
@Traficologo1 200,936 Traffic Reporter Traffic, Panama, Information
@eduardomenoni 151,745 - -
@LaVidaBaseball 148,270 Sports Media Latino culture, baseball, passion
@joselevycnn 144,305 Journalist Philosophy, Journalism, Terrorism

Top Keywords in Follower Bios

dios (484) panama (434) vida (215) familia (176) amo (164) panameno (153) madre (132) amante (122) padre (116) panamena (108)

Top Hashtags in Follower Bios

#panama (12) #noalareeleccion (5) #perrofielderoxy (3) #noalareeleccio (3) #real (2) #eltiempodediosesperfecto (2) #panamenian (2) #naturaleza (2) #2 (2) #no (2)

5,400

Followers With Bio

4,600

Followers Without Bio

54.0%

% With Bio

46.0%

% Without Bio

Why Audience Demographics Matter

Understanding who follows an account reveals the type of influence they hold. Accounts followed primarily by users with few followers indicate broad, mainstream appeal. Those with many high-follower followers have greater potential for content amplification through secondary sharing.

Account age distribution also tells a story: a follower base with many new accounts might indicate recent viral growth, while established followers suggest long-term, stable influence. Geographic data helps understand the cultural context and timezone spread of the audience.

Buy Follower Data

Export full follower list with profile details, bios, locations, and follower counts as CSV.

Buy Followers - from $15

Buy Tweet Data

Export tweets with engagement metrics, timestamps, media, and reply/retweet details as CSV.

Buy Tweets - from $15

Viral Tweets

Top 5 by likes+RTs from 3,242 analyzed

461,775

Combined Engagement

0

Total Likes

461,775

Total Retweets

92,355

Avg per Tweet

Key Metrics for Viral Tweets

0%

With Media

0%

With Hashtags

100%

With @Mentions

60%

With Links

Topical Analysis:

National Pride Politics Social Responsibility Education Public Health Patriotism

Key Insights & Takeaways

She frequently uses hashtags and links to amplify her messages and reach a broader audience. Her content often includes calls to action and national pride, which resonate with her followers. She addresses current events and social issues, positioning herself as a voice for Panamanian concerns.

Strengths

  • + Strong engagement rates above platform average
  • + Established follower base of 67,065
  • + Strong original content creation
  • + Active presence with consistent posting

Opportunities

  • ~ Optimize posting times for peak engagement windows
  • ~ Analyze top-performing content for replicable patterns
  • ~ Leverage geographic concentration for targeted content
  • ~ Explore collaboration potential with followed accounts

Summary

This analysis of @BebyValderrama reveals an well-established Twitter presence with 67,065 followers. The account demonstrates a content-creator strategy, averaging 478.2 engagements per tweet. Key strengths include consistent posting and an engaged audience, with opportunities to further optimize timing and content strategy based on the patterns identified in this report.

Need Programmatic Access?

We're building an API for developers and researchers. Get access to Twitter data programmatically for your applications and analysis.

Register Interest for API Access

About This Analysis: This analysis is based on a snapshot of followers, following, and recent tweets. It evaluates structure, quality, and behavior, not historical growth. Metrics like growth rate, momentum, churn, or spike analysis require time-series data which is not available from a single snapshot.

Data collected and analyzed by twtData | Analysis date: Dec 16, 2025